{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Art Style Transfer\n",
    "\n",
    "This notebook is an implementation of the algorithm described in \"A Neural Algorithm of Artistic Style\" (http://arxiv.org/abs/1508.06576) by Gatys, Ecker and Bethge. Additional details of their method are available at http://arxiv.org/abs/1505.07376 and https://bethgelab.org/deepneuralart/.\n",
    "\n",
    "An image is generated which combines the content of a photograph with the \"style\" of a painting. This is accomplished by jointly minimizing the squared difference between feature activation maps of the photo and generated image, and the squared difference of feature correlation between painting and generated image. A total variation penalty is also applied to reduce high frequency noise. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using gpu device 0: GeForce GTX TITAN\n"
     ]
    }
   ],
   "source": [
    "import lasagne\n",
    "import numpy as np\n",
    "import pickle\n",
    "import skimage.transform\n",
    "import scipy\n",
    "\n",
    "import theano\n",
    "import theano.tensor as T\n",
    "\n",
    "from lasagne.utils import floatX\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# VGG-19, 19-layer model from the paper:\n",
    "# \"Very Deep Convolutional Networks for Large-Scale Image Recognition\"\n",
    "# Original source: https://gist.github.com/ksimonyan/3785162f95cd2d5fee77\n",
    "# License: non-commercial use only\n",
    "\n",
    "from lasagne.layers import InputLayer, DenseLayer, NonlinearityLayer\n",
    "from lasagne.layers.dnn import Conv2DDNNLayer as ConvLayer\n",
    "from lasagne.layers import Pool2DLayer as PoolLayer\n",
    "from lasagne.nonlinearities import softmax\n",
    "\n",
    "IMAGE_W = 600\n",
    "\n",
    "# Note: tweaked to use average pooling instead of maxpooling\n",
    "def build_model():\n",
    "    net = {}\n",
    "    net['input'] = InputLayer((1, 3, IMAGE_W, IMAGE_W))\n",
    "    net['conv1_1'] = ConvLayer(net['input'], 64, 3, pad=1, flip_filters=False)\n",
    "    net['conv1_2'] = ConvLayer(net['conv1_1'], 64, 3, pad=1, flip_filters=False)\n",
    "    net['pool1'] = PoolLayer(net['conv1_2'], 2, mode='average_exc_pad')\n",
    "    net['conv2_1'] = ConvLayer(net['pool1'], 128, 3, pad=1, flip_filters=False)\n",
    "    net['conv2_2'] = ConvLayer(net['conv2_1'], 128, 3, pad=1, flip_filters=False)\n",
    "    net['pool2'] = PoolLayer(net['conv2_2'], 2, mode='average_exc_pad')\n",
    "    net['conv3_1'] = ConvLayer(net['pool2'], 256, 3, pad=1, flip_filters=False)\n",
    "    net['conv3_2'] = ConvLayer(net['conv3_1'], 256, 3, pad=1, flip_filters=False)\n",
    "    net['conv3_3'] = ConvLayer(net['conv3_2'], 256, 3, pad=1, flip_filters=False)\n",
    "    net['conv3_4'] = ConvLayer(net['conv3_3'], 256, 3, pad=1, flip_filters=False)\n",
    "    net['pool3'] = PoolLayer(net['conv3_4'], 2, mode='average_exc_pad')\n",
    "    net['conv4_1'] = ConvLayer(net['pool3'], 512, 3, pad=1, flip_filters=False)\n",
    "    net['conv4_2'] = ConvLayer(net['conv4_1'], 512, 3, pad=1, flip_filters=False)\n",
    "    net['conv4_3'] = ConvLayer(net['conv4_2'], 512, 3, pad=1, flip_filters=False)\n",
    "    net['conv4_4'] = ConvLayer(net['conv4_3'], 512, 3, pad=1, flip_filters=False)\n",
    "    net['pool4'] = PoolLayer(net['conv4_4'], 2, mode='average_exc_pad')\n",
    "    net['conv5_1'] = ConvLayer(net['pool4'], 512, 3, pad=1, flip_filters=False)\n",
    "    net['conv5_2'] = ConvLayer(net['conv5_1'], 512, 3, pad=1, flip_filters=False)\n",
    "    net['conv5_3'] = ConvLayer(net['conv5_2'], 512, 3, pad=1, flip_filters=False)\n",
    "    net['conv5_4'] = ConvLayer(net['conv5_3'], 512, 3, pad=1, flip_filters=False)\n",
    "    net['pool5'] = PoolLayer(net['conv5_4'], 2, mode='average_exc_pad')\n",
    "\n",
    "    return net"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--2015-09-03 06:18:57--  https://s3.amazonaws.com/lasagne/recipes/pretrained/imagenet/vgg19_normalized.pkl\n",
      "Resolving s3.amazonaws.com (s3.amazonaws.com)... 54.231.112.19\n",
      "Connecting to s3.amazonaws.com (s3.amazonaws.com)|54.231.112.19|:443... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 80126892 (76M) [binary/octet-stream]\n",
      "Saving to: ‘vgg19_normalized.pkl’\n",
      "\n",
      "100%[======================================>] 80,126,892  58.1MB/s   in 1.3s   \n",
      "\n",
      "2015-09-03 06:18:59 (58.1 MB/s) - ‘vgg19_normalized.pkl’ saved [80126892/80126892]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Download the normalized pretrained weights from:\n",
    "# https://s3.amazonaws.com/lasagne/recipes/pretrained/imagenet/vgg19_normalized.pkl\n",
    "# (original source: https://bethgelab.org/deepneuralart/)\n",
    "\n",
    "!wget https://s3.amazonaws.com/lasagne/recipes/pretrained/imagenet/vgg19_normalized.pkl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# build VGG net and load weights\n",
    "\n",
    "net = build_model()\n",
    "\n",
    "values = pickle.load(open('vgg19_normalized.pkl'))['param values']\n",
    "lasagne.layers.set_all_param_values(net['pool5'], values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "MEAN_VALUES = np.array([104, 117, 123]).reshape((3,1,1))\n",
    "\n",
    "def prep_image(im):\n",
    "    if len(im.shape) == 2:\n",
    "        im = im[:, :, np.newaxis]\n",
    "        im = np.repeat(im, 3, axis=2)\n",
    "    h, w, _ = im.shape\n",
    "    if h < w:\n",
    "        im = skimage.transform.resize(im, (IMAGE_W, w*IMAGE_W/h), preserve_range=True)\n",
    "    else:\n",
    "        im = skimage.transform.resize(im, (h*IMAGE_W/w, IMAGE_W), preserve_range=True)\n",
    "\n",
    "    # Central crop\n",
    "    h, w, _ = im.shape\n",
    "    im = im[h//2-IMAGE_W//2:h//2+IMAGE_W//2, w//2-IMAGE_W//2:w//2+IMAGE_W//2]\n",
    "    \n",
    "    rawim = np.copy(im).astype('uint8')\n",
    "    \n",
    "    # Shuffle axes to c01\n",
    "    im = np.swapaxes(np.swapaxes(im, 1, 2), 0, 1)\n",
    "    \n",
    "    # Convert RGB to BGR\n",
    "    im = im[::-1, :, :]\n",
    "\n",
    "    im = im - MEAN_VALUES\n",
    "    return rawim, floatX(im[np.newaxis])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f3c685aedd0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3c6a43d710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "photo = plt.imread('Tuebingen_Neckarfront.jpg')\n",
    "rawim, photo = prep_image(photo)\n",
    "plt.imshow(rawim)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f3c684f8490>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3c6857ea90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "art = plt.imread('1920px-Van_Gogh_-_Starry_Night_-_Google_Art_Project.jpg')\n",
    "rawim, art = prep_image(art)\n",
    "plt.imshow(rawim)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def gram_matrix(x):\n",
    "    x = x.flatten(ndim=3)\n",
    "    g = T.tensordot(x, x, axes=([2], [2]))\n",
    "    return g\n",
    "\n",
    "\n",
    "def content_loss(P, X, layer):\n",
    "    p = P[layer]\n",
    "    x = X[layer]\n",
    "    \n",
    "    loss = 1./2 * ((x - p)**2).sum()\n",
    "    return loss\n",
    "\n",
    "\n",
    "def style_loss(A, X, layer):\n",
    "    a = A[layer]\n",
    "    x = X[layer]\n",
    "    \n",
    "    A = gram_matrix(a)\n",
    "    G = gram_matrix(x)\n",
    "    \n",
    "    N = a.shape[1]\n",
    "    M = a.shape[2] * a.shape[3]\n",
    "    \n",
    "    loss = 1./(4 * N**2 * M**2) * ((G - A)**2).sum()\n",
    "    return loss\n",
    "\n",
    "def total_variation_loss(x):\n",
    "    return (((x[:,:,:-1,:-1] - x[:,:,1:,:-1])**2 + (x[:,:,:-1,:-1] - x[:,:,:-1,1:])**2)**1.25).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "layers = ['conv4_2', 'conv1_1', 'conv2_1', 'conv3_1', 'conv4_1', 'conv5_1']\n",
    "layers = {k: net[k] for k in layers}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Precompute layer activations for photo and artwork\n",
    "input_im_theano = T.tensor4()\n",
    "outputs = lasagne.layers.get_output(layers.values(), input_im_theano)\n",
    "\n",
    "photo_features = {k: theano.shared(output.eval({input_im_theano: photo}))\n",
    "                  for k, output in zip(layers.keys(), outputs)}\n",
    "art_features = {k: theano.shared(output.eval({input_im_theano: art}))\n",
    "                for k, output in zip(layers.keys(), outputs)}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# Get expressions for layer activations for generated image\n",
    "generated_image = theano.shared(floatX(np.random.uniform(-128, 128, (1, 3, IMAGE_W, IMAGE_W))))\n",
    "\n",
    "gen_features = lasagne.layers.get_output(layers.values(), generated_image)\n",
    "gen_features = {k: v for k, v in zip(layers.keys(), gen_features)}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Define loss function\n",
    "losses = []\n",
    "\n",
    "# content loss\n",
    "losses.append(0.001 * content_loss(photo_features, gen_features, 'conv4_2'))\n",
    "\n",
    "# style loss\n",
    "losses.append(0.2e6 * style_loss(art_features, gen_features, 'conv1_1'))\n",
    "losses.append(0.2e6 * style_loss(art_features, gen_features, 'conv2_1'))\n",
    "losses.append(0.2e6 * style_loss(art_features, gen_features, 'conv3_1'))\n",
    "losses.append(0.2e6 * style_loss(art_features, gen_features, 'conv4_1'))\n",
    "losses.append(0.2e6 * style_loss(art_features, gen_features, 'conv5_1'))\n",
    "\n",
    "# total variation penalty\n",
    "losses.append(0.1e-7 * total_variation_loss(generated_image))\n",
    "\n",
    "total_loss = sum(losses)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "grad = T.grad(total_loss, generated_image)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Theano functions to evaluate loss and gradient\n",
    "f_loss = theano.function([], total_loss)\n",
    "f_grad = theano.function([], grad)\n",
    "\n",
    "# Helper functions to interface with scipy.optimize\n",
    "def eval_loss(x0):\n",
    "    x0 = floatX(x0.reshape((1, 3, IMAGE_W, IMAGE_W)))\n",
    "    generated_image.set_value(x0)\n",
    "    return f_loss().astype('float64')\n",
    "\n",
    "def eval_grad(x0):\n",
    "    x0 = floatX(x0.reshape((1, 3, IMAGE_W, IMAGE_W)))\n",
    "    generated_image.set_value(x0)\n",
    "    return np.array(f_grad()).flatten().astype('float64')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "1\n",
      "2\n",
      "3\n",
      "4\n",
      "5\n",
      "6\n",
      "7\n"
     ]
    }
   ],
   "source": [
    "# Initialize with a noise image\n",
    "generated_image.set_value(floatX(np.random.uniform(-128, 128, (1, 3, IMAGE_W, IMAGE_W))))\n",
    "\n",
    "x0 = generated_image.get_value().astype('float64')\n",
    "xs = []\n",
    "xs.append(x0)\n",
    "\n",
    "# Optimize, saving the result periodically\n",
    "for i in range(8):\n",
    "    print(i)\n",
    "    scipy.optimize.fmin_l_bfgs_b(eval_loss, x0.flatten(), fprime=eval_grad, maxfun=40)\n",
    "    x0 = generated_image.get_value().astype('float64')\n",
    "    xs.append(x0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def deprocess(x):\n",
    "    x = np.copy(x[0])\n",
    "    x += MEAN_VALUES\n",
    "\n",
    "    x = x[::-1]\n",
    "    x = np.swapaxes(np.swapaxes(x, 0, 1), 1, 2)\n",
    "    \n",
    "    x = np.clip(x, 0, 255).astype('uint8')\n",
    "    return x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3c59bd5550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,12))\n",
    "for i in range(9):\n",
    "    plt.subplot(3, 3, i+1)\n",
    "    plt.gca().xaxis.set_visible(False)    \n",
    "    plt.gca().yaxis.set_visible(False)    \n",
    "    plt.imshow(deprocess(xs[i]))\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f3c55180bd0>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/jpeg": 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",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f3c59b78190>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,8))\n",
    "plt.imshow(deprocess(xs[-1]), interpolation='nearest')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
